Day 12 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295881
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 7 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 9 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 6 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 11 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 10 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -103.5961668)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32170 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:46:14.809553
Analysis finished	2022-12-20 08:48:04.178095
Duration	1 minute and 49.37 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295881
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45446.047

Minimum	0
Maximum	90910.13
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4551.252
Q1	22718.873
median	45446.691
Q3	68168.338
95-th percentile	86360.226
Maximum	90910.13
Range	90910.13
Interquartile range (IQR)	45449.465

Descriptive statistics

Standard deviation	26242.341
Coefficient of variation (CV)	0.57743946
Kurtosis	-1.2000861
Mean	45446.047
Median Absolute Deviation (MAD)	22724.74
Skewness	0.00037939955
Sum	1.3446622 × 10¹⁰
Variance	6.8866046 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60628.849	1	< 0.1%
60600.428	1	< 0.1%
60600.122	1	< 0.1%
60599.812	1	< 0.1%
60599.503	1	< 0.1%
60599.194	1	< 0.1%
60598.884	1	< 0.1%
60598.575	1	< 0.1%
60598.267	1	< 0.1%
Other values (295871)	295871	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.308	1	< 0.1%
0.618	1	< 0.1%
0.925	1	< 0.1%
1.234	1	< 0.1%
1.54	1	< 0.1%
1.85	1	< 0.1%
2.157	1	< 0.1%
2.467	1	< 0.1%
2.775	1	< 0.1%

Value	Count	Frequency (%)
90910.13	1	< 0.1%
90909.822	1	< 0.1%
90909.514	1	< 0.1%
90909.204	1	< 0.1%
90908.896	1	< 0.1%
90908.589	1	< 0.1%
90908.279	1	< 0.1%
90907.969	1	< 0.1%
90907.66	1	< 0.1%
90907.351	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	302
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9003629

Minimum	0
Maximum	20
Zeros	32170
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4271612
Coefficient of variation (CV)	0.6491844
Kurtosis	-1.2331721
Mean	9.9003629
Median Absolute Deviation (MAD)	6.67
Skewness	0.0092648747
Sum	2929329.3
Variance	41.308401
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32170	10.9%
8.89	29300	9.9%
2.22	29293	9.9%
13.33	29282	9.9%
6.67	29276	9.9%
20	29274	9.9%
15.56	29264	9.9%
4.44	29254	9.9%
17.78	29245	9.9%
11.11	29231	9.9%
Other values (292)	292	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32170	10.9%
0.0644	1	< 0.1%
0.3023	1	< 0.1%
0.3333	1	< 0.1%
0.3996	1	< 0.1%
0.4662	1	< 0.1%
0.515	1	< 0.1%
0.7148	1	< 0.1%
0.7504	1	< 0.1%
0.8712	1	< 0.1%

Value	Count	Frequency (%)
20	29274	9.9%
19.8489	1	< 0.1%
19.4139	1	< 0.1%
19.271	1	< 0.1%
18.8944	1	< 0.1%
18.7324	1	< 0.1%
18.6369	1	< 0.1%
18.32	1	< 0.1%
18.0464	1	< 0.1%
18.0005	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	20212
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.984487

Minimum	17.98
Maximum	71.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	17.98
5-th percentile	24.07
Q1	36.49
median	47.04
Q3	55.58
95-th percentile	64.9
Maximum	71.61
Range	53.63
Interquartile range (IQR)	19.09

Descriptive statistics

Standard deviation	12.22883
Coefficient of variation (CV)	0.26593381
Kurtosis	-0.7569144
Mean	45.984487
Median Absolute Deviation (MAD)	9.55
Skewness	-0.19606805
Sum	13605936
Variance	149.54428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.11	3298	1.1%
31.68	2983	1.0%
22.46	2497	0.8%
34.98	2374	0.8%
30.68	2320	0.8%
38.17	1783	0.6%
33.3	1769	0.6%
50.51	1768	0.6%
52.6	1750	0.6%
33.91	1657	0.6%
Other values (20202)	273682	92.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.98	59	< 0.1%
17.9802	1	< 0.1%
17.9804	1	< 0.1%
17.9805	1	< 0.1%
18.0164	1	< 0.1%
18.1131	1	< 0.1%
18.187	1	< 0.1%
18.2832	1	< 0.1%
18.3576	1	< 0.1%
18.4538	1	< 0.1%

Value	Count	Frequency (%)
71.61	628	0.2%
71.6001	1	< 0.1%
71.5287	1	< 0.1%
71.4549	1	< 0.1%
71.3839	1	< 0.1%
71.3097	1	< 0.1%
71.2387	1	< 0.1%
71.1659	1	< 0.1%
71.14	596	0.2%
71.0892	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	6303
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.047505

Minimum	24.5
Maximum	25.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	24.5
5-th percentile	24.58
Q1	24.66
median	24.98
Q3	25.46
95-th percentile	25.58
Maximum	25.74
Range	1.24
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.37533939
Coefficient of variation (CV)	0.014985101
Kurtosis	-1.5148497
Mean	25.047505
Median Absolute Deviation (MAD)	0.36
Skewness	0.15105859
Sum	7411080.7
Variance	0.14087966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.62	36308	12.3%
25.5	22002	7.4%
25.54	20420	6.9%
24.58	18737	6.3%
24.86	18722	6.3%
25.58	17015	5.8%
24.66	12234	4.1%
25.18	11819	4.0%
25.14	11407	3.9%
24.54	10530	3.6%
Other values (6293)	116687	39.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.5	108	< 0.1%
24.5013	1	< 0.1%
24.5014	1	< 0.1%
24.5043	1	< 0.1%
24.5046	1	< 0.1%
24.505	1	< 0.1%
24.5052	1	< 0.1%
24.5055	1	< 0.1%
24.5057	1	< 0.1%
24.5064	1	< 0.1%

Value	Count	Frequency (%)
25.74	468	0.2%
25.7384	1	< 0.1%
25.7333	1	< 0.1%
25.7314	1	< 0.1%
25.7312	1	< 0.1%
25.7311	1	< 0.1%
25.7308	1	< 0.1%
25.7306	1	< 0.1%
25.7286	1	< 0.1%
25.7285	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11129
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94559

Minimum	0
Maximum	273.9747
Zeros	10
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7601
Q1	239.8971
median	239.9724
Q3	240.0436
95-th percentile	240.176
Maximum	273.9747
Range	273.9747
Interquartile range (IQR)	0.1465

Descriptive statistics

Standard deviation	1.9171754
Coefficient of variation (CV)	0.0079900423
Kurtosis	12149.767
Mean	239.94559
Median Absolute Deviation (MAD)	0.0731
Skewness	-103.59617
Sum	70995341
Variance	3.6755615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.979	140	< 0.1%
239.991	140	< 0.1%
239.9781	139	< 0.1%
239.972	138	< 0.1%
239.981	137	< 0.1%
239.9488	136	< 0.1%
239.9764	136	< 0.1%
239.9589	136	< 0.1%
239.983	135	< 0.1%
239.9941	134	< 0.1%
Other values (11119)	294510	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	< 0.1%
0.1283	1	< 0.1%
0.3495	1	< 0.1%
0.5729	1	< 0.1%
25.1466	1	< 0.1%
62.743	1	< 0.1%
87.8832	1	< 0.1%
92.2045	1	< 0.1%
99.3822	1	< 0.1%
106.3486	1	< 0.1%

Value	Count	Frequency (%)
273.9747	1	< 0.1%
269.0562	1	< 0.1%
263.8508	1	< 0.1%
262.0881	1	< 0.1%
260.0087	1	< 0.1%
259.3095	1	< 0.1%
257.5254	1	< 0.1%
257.5135	1	< 0.1%
256.8696	1	< 0.1%
256.5111	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1758
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3550277

Minimum	0.1982
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.1982
5-th percentile	0.1992
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.8987
Maximum	0.9
Range	0.7018
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28848925
Coefficient of variation (CV)	0.81258236
Kurtosis	-0.20778727
Mean	0.3550277
Median Absolute Deviation (MAD)	0.0001
Skewness	1.3364058
Sum	105045.95
Variance	0.083226047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	142814	48.3%
0.898	20836	7.0%
0.899	10477	3.5%
0.199	7979	2.7%
0.201	5842	2.0%
0.1999	4936	1.7%
0.1991	4878	1.6%
0.1995	4866	1.6%
0.1997	4855	1.6%
0.1998	4818	1.6%
Other values (1748)	83580	28.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1982	2	< 0.1%
0.1983	1	< 0.1%
0.1984	1	< 0.1%
0.1987	2	< 0.1%
0.1988	5	< 0.1%
0.1989	5	< 0.1%
0.199	7979	2.7%
0.1991	4878	1.6%
0.1992	4808	1.6%
0.1993	4811	1.6%

Value	Count	Frequency (%)
0.9	22	< 0.1%
0.8999	33	< 0.1%
0.8998	36	< 0.1%
0.8997	42	< 0.1%
0.8996	27	< 0.1%
0.8995	33	< 0.1%
0.8994	32	< 0.1%
0.8993	28	< 0.1%
0.8992	37	< 0.1%
0.8991	40	< 0.1%

R1 (MOhm)
Real number (ℝ)

Distinct	8515
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.465344

Minimum	0.0329
Maximum	122.8846
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0329
5-th percentile	0.0792
Q1	0.4372
median	2.2747
Q3	31.553
95-th percentile	73.1111
Maximum	122.8846
Range	122.8517
Interquartile range (IQR)	31.1158

Descriptive statistics

Standard deviation	24.914118
Coefficient of variation (CV)	1.4264888
Kurtosis	0.69420621
Mean	17.465344
Median Absolute Deviation (MAD)	2.1928
Skewness	1.3710209
Sum	5167663.5
Variance	620.71328
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76.3332	881	0.3%
76.9383	814	0.3%
77.677	804	0.3%
75.0345	784	0.3%
78.3034	765	0.3%
75.6194	762	0.3%
73.7788	758	0.3%
74.3444	736	0.2%
73.1111	688	0.2%
79.0683	685	0.2%
Other values (8505)	288204	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0329	1	< 0.1%
0.0334	1	< 0.1%
0.034	1	< 0.1%
0.0341	1	< 0.1%
0.0342	1	< 0.1%
0.0344	3	< 0.1%
0.0345	1	< 0.1%
0.0347	2	< 0.1%
0.0348	1	< 0.1%
0.0349	1	< 0.1%

Value	Count	Frequency (%)
122.8846	1	< 0.1%
119.5851	1	< 0.1%
116.4568	7	< 0.1%
113.4868	9	< 0.1%
111.9292	9	< 0.1%
110.6632	14	< 0.1%
109.181	28	< 0.1%
107.9756	30	< 0.1%
106.5634	40	< 0.1%
105.4143	45	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8190
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.433934

Minimum	0.0581
Maximum	130.0566
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0581
5-th percentile	0.1413
Q1	0.5125
median	1.7048
Q3	35.9202
95-th percentile	81.1822
Maximum	130.0566
Range	129.9985
Interquartile range (IQR)	35.4077

Descriptive statistics

Standard deviation	28.403654
Coefficient of variation (CV)	1.4615494
Kurtosis	0.17421585
Mean	19.433934
Median Absolute Deviation (MAD)	1.5622
Skewness	1.2780584
Sum	5750131.7
Variance	806.76757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82.7015	1214	0.4%
84.278	1174	0.4%
81.1822	1169	0.4%
83.5541	1165	0.4%
82.004	1165	0.4%
80.5097	1135	0.4%
85.1632	1131	0.4%
79.7171	1067	0.4%
79.0683	1013	0.3%
85.915	970	0.3%
Other values (8180)	284678	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0581	1	< 0.1%
0.0587	1	< 0.1%
0.0606	1	< 0.1%
0.0608	2	< 0.1%
0.0611	1	< 0.1%
0.0618	1	< 0.1%
0.0621	2	< 0.1%
0.0622	2	< 0.1%
0.0626	2	< 0.1%
0.0628	1	< 0.1%

Value	Count	Frequency (%)
130.0566	1	< 0.1%
126.3697	1	< 0.1%
121.0628	1	< 0.1%
119.5851	2	< 0.1%
117.8584	3	< 0.1%
116.4568	4	< 0.1%
114.818	2	< 0.1%
113.4868	8	< 0.1%
111.9292	16	< 0.1%
110.6632	28	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8221
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.655438

Minimum	0.0549
Maximum	159.2042
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0549
5-th percentile	0.1119
Q1	0.626
median	5.1667
Q3	48.1171
95-th percentile	83.7703
Maximum	159.2042
Range	159.1493
Interquartile range (IQR)	47.4911

Descriptive statistics

Standard deviation	29.541469
Coefficient of variation (CV)	1.2488236
Kurtosis	-0.47826597
Mean	23.655438
Median Absolute Deviation (MAD)	5.053
Skewness	0.97725295
Sum	6999194.7
Variance	872.69836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84.6501	1212	0.4%
85.3974	1204	0.4%
86.3116	1195	0.4%
83.0507	1186	0.4%
83.7703	1166	0.4%
87.0883	1161	0.4%
82.2033	1086	0.4%
88.0388	1057	0.4%
81.51	1053	0.4%
80.0247	1004	0.3%
Other values (8211)	284557	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0549	1	< 0.1%
0.0553	1	< 0.1%
0.0555	1	< 0.1%
0.0566	1	< 0.1%
0.0568	1	< 0.1%
0.0569	1	< 0.1%
0.057	1	< 0.1%
0.0572	1	< 0.1%
0.0573	1	< 0.1%
0.0576	2	< 0.1%

Value	Count	Frequency (%)
159.2042	1	< 0.1%
151.3177	1	< 0.1%
120.3335	1	< 0.1%
112.8031	6	< 0.1%
111.2549	18	< 0.1%
109.9965	29	< 0.1%
108.5233	56	< 0.1%
107.3251	55	< 0.1%
105.9214	86	< 0.1%
104.7792	113	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7544
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.63101

Minimum	0.0392
Maximum	87.5664
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0392
5-th percentile	0.1017
Q1	2.2828
median	24.9762
Q3	38.0062
95-th percentile	55.3201
Maximum	87.5664
Range	87.5272
Interquartile range (IQR)	35.7234

Descriptive statistics

Standard deviation	19.103361
Coefficient of variation (CV)	0.80840224
Kurtosis	-0.96929616
Mean	23.63101
Median Absolute Deviation (MAD)	16.8545
Skewness	0.2591595
Sum	6991966.8
Variance	364.93841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.4095	1181	0.4%
38.585	1172	0.4%
36.3021	1167	0.4%
36.8645	1165	0.4%
38.1853	1160	0.4%
38.8066	1151	0.4%
37.2375	1144	0.4%
38.4023	1131	0.4%
36.6641	1129	0.4%
36.1399	1129	0.4%
Other values (7534)	284352	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0392	1	< 0.1%
0.0398	1	< 0.1%
0.0401	2	< 0.1%
0.0403	1	< 0.1%
0.0404	1	< 0.1%
0.0405	1	< 0.1%
0.0406	1	< 0.1%
0.0407	1	< 0.1%
0.041	2	< 0.1%
0.0411	3	< 0.1%

Value	Count	Frequency (%)
87.5664	2	< 0.1%
85.5816	2	< 0.1%
84.5361	2	< 0.1%
83.6839	16	< 0.1%
82.6836	11	< 0.1%
81.8678	38	< 0.1%
80.9098	38	< 0.1%
80.1281	48	< 0.1%
79.2097	58	< 0.1%
78.4601	44	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7791
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.885354

Minimum	0.0487
Maximum	213.2301
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0487
5-th percentile	0.1152
Q1	2.075
median	36.629
Q3	54.3512
95-th percentile	81.8393
Maximum	213.2301
Range	213.1814
Interquartile range (IQR)	52.2762

Descriptive statistics

Standard deviation	28.317778
Coefficient of variation (CV)	0.83569372
Kurtosis	-1.0253043
Mean	33.885354
Median Absolute Deviation (MAD)	25.932
Skewness	0.28289761
Sum	10026032
Variance	801.89654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.8849	1472	0.5%
49.9804	1461	0.5%
49.7203	1455	0.5%
52.1043	1445	0.5%
50.296	1429	0.5%
53.0277	1427	0.5%
49.4117	1423	0.5%
51.4875	1415	0.5%
51.1571	1397	0.5%
49.1574	1388	0.5%
Other values (7781)	281569	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0487	1	< 0.1%
0.0488	1	< 0.1%
0.0494	1	< 0.1%
0.0496	1	< 0.1%
0.0501	2	< 0.1%
0.0502	1	< 0.1%
0.0503	2	< 0.1%
0.0505	1	< 0.1%
0.0507	2	< 0.1%
0.0508	1	< 0.1%

Value	Count	Frequency (%)
213.2301	1	< 0.1%
169.2115	1	< 0.1%
127.7625	1	< 0.1%
126.116	3	< 0.1%
124.1949	10	< 0.1%
122.6378	8	< 0.1%
120.8197	11	< 0.1%
119.345	8	< 0.1%
117.6218	17	< 0.1%
116.223	30	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7769
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.411745

Minimum	0.0473
Maximum	183.1201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0473
5-th percentile	0.124
Q1	1.7326
median	26.3722
Q3	51.7707
95-th percentile	80.6531
Maximum	183.1201
Range	183.0728
Interquartile range (IQR)	50.0381

Descriptive statistics

Standard deviation	27.963244
Coefficient of variation (CV)	0.91948833
Kurtosis	-0.95378077
Mean	30.411745
Median Absolute Deviation (MAD)	24.9386
Skewness	0.48557115
Sum	8998257.4
Variance	781.94302
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.4753	1281	0.4%
50.2138	1264	0.4%
50.8369	1254	0.4%
49.6055	1250	0.4%
48.6935	1229	0.4%
49.8802	1221	0.4%
51.7707	1216	0.4%
49.0116	1211	0.4%
50.4951	1195	0.4%
48.1206	1194	0.4%
Other values (7759)	283566	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0473	1	< 0.1%
0.0486	1	< 0.1%
0.0493	1	< 0.1%
0.0497	1	< 0.1%
0.0503	1	< 0.1%
0.0504	1	< 0.1%
0.0505	1	< 0.1%
0.0507	1	< 0.1%
0.0508	1	< 0.1%
0.0511	1	< 0.1%

Value	Count	Frequency (%)
183.1201	1	< 0.1%
142.9112	1	< 0.1%
135.7609	1	< 0.1%
116.8232	1	< 0.1%
115.3585	3	< 0.1%
113.6483	9	< 0.1%
112.2611	13	< 0.1%
110.6402	41	< 0.1%
109.3244	65	< 0.1%
107.7859	96	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7670
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.992486

Minimum	0.0522
Maximum	174.8127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0522
5-th percentile	0.1226
Q1	2.2217
median	35.9328
Q3	55.0846
95-th percentile	82.883
Maximum	174.8127
Range	174.7605
Interquartile range (IQR)	52.8629

Descriptive statistics

Standard deviation	28.489715
Coefficient of variation (CV)	0.83811802
Kurtosis	-1.0821033
Mean	33.992486
Median Absolute Deviation (MAD)	26.2506
Skewness	0.28064596
Sum	10057731
Variance	811.66386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.7185	1489	0.5%
50.8483	1479	0.5%
52.0732	1451	0.5%
51.7898	1434	0.5%
53.3574	1434	0.5%
53.0601	1430	0.5%
50.5778	1425	0.5%
51.1767	1424	0.5%
52.7077	1412	0.5%
49.6787	1403	0.5%
Other values (7660)	281500	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0522	1	< 0.1%
0.0528	1	< 0.1%
0.0536	1	< 0.1%
0.0538	2	< 0.1%
0.0541	1	< 0.1%
0.0544	1	< 0.1%
0.0545	1	< 0.1%
0.0546	1	< 0.1%
0.0547	1	< 0.1%
0.0552	1	< 0.1%

Value	Count	Frequency (%)
174.8127	1	< 0.1%
116.9118	1	< 0.1%
115.5214	4	< 0.1%
113.8957	5	< 0.1%
112.5752	15	< 0.1%
111.0301	27	< 0.1%
109.7743	64	< 0.1%
108.304	106	< 0.1%
107.1083	117	< 0.1%
105.7075	141	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6188
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.469294

Minimum	0.0337
Maximum	124.7718
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0337
5-th percentile	0.0998
Q1	13.0077
median	29.6461
Q3	44.2479
95-th percentile	65.5821
Maximum	124.7718
Range	124.7381
Interquartile range (IQR)	31.2402

Descriptive statistics

Standard deviation	21.363598
Coefficient of variation (CV)	0.72494434
Kurtosis	-0.76488539
Mean	29.469294
Median Absolute Deviation (MAD)	14.9946
Skewness	0.14808732
Sum	8719404.2
Variance	456.40331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52.6564	1104	0.4%
42.823	1089	0.4%
42.5736	1080	0.4%
44.4719	1076	0.4%
42.1236	1073	0.4%
56.7773	1067	0.4%
50.3742	1066	0.4%
53.3555	1065	0.4%
50.0315	1065	0.4%
51.6712	1062	0.4%
Other values (6178)	285134	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0337	1	< 0.1%
0.0341	1	< 0.1%
0.0343	1	< 0.1%
0.0344	1	< 0.1%
0.0345	1	< 0.1%
0.0346	1	< 0.1%
0.0347	1	< 0.1%
0.0348	2	< 0.1%
0.0349	2	< 0.1%
0.035	4	< 0.1%

Value	Count	Frequency (%)
124.7718	1	< 0.1%
109.8598	1	< 0.1%
104.2574	1	< 0.1%
101.6635	2	< 0.1%
100.3018	3	< 0.1%
99.1944	2	< 0.1%
97.8971	4	< 0.1%
96.8414	8	< 0.1%
95.604	8	< 0.1%
94.5965	14	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6237
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.073508

Minimum	0.0289
Maximum	112.0602
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0289
5-th percentile	0.0968
Q1	8.6245
median	23.0885
Q3	38.5113
95-th percentile	62.2706
Maximum	112.0602
Range	112.0313
Interquartile range (IQR)	29.8868

Descriptive statistics

Standard deviation	19.927259
Coefficient of variation (CV)	0.79475353
Kurtosis	-0.60607836
Mean	25.073508
Median Absolute Deviation (MAD)	15.2265
Skewness	0.45063267
Sum	7418774.6
Variance	397.09565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0975	2821	1.0%
0.0973	2689	0.9%
0.0977	2682	0.9%
0.0976	2677	0.9%
0.0972	2629	0.9%
0.0971	2515	0.9%
0.0978	2393	0.8%
0.097	2325	0.8%
0.098	2251	0.8%
0.0981	2031	0.7%
Other values (6227)	270868	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0289	1	< 0.1%
0.0293	2	< 0.1%
0.0296	2	< 0.1%
0.0297	3	< 0.1%
0.0298	3	< 0.1%
0.0299	3	< 0.1%
0.03	4	< 0.1%
0.0301	2	< 0.1%
0.0302	2	< 0.1%
0.0303	1	< 0.1%

Value	Count	Frequency (%)
112.0602	2	< 0.1%
92.4455	1	< 0.1%
90.4623	1	< 0.1%
89.5884	1	< 0.1%
88.5615	1	< 0.1%
85.9337	2	< 0.1%
84.9877	2	< 0.1%
84.2149	3	< 0.1%
83.3057	8	< 0.1%
82.5627	14	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6466
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.475511

Minimum	0.0373
Maximum	105.9214
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0373
5-th percentile	0.1184
Q1	8.2176
median	25.0764
Q3	41.2095
95-th percentile	62.7987
Maximum	105.9214
Range	105.8841
Interquartile range (IQR)	32.9919

Descriptive statistics

Standard deviation	20.612592
Coefficient of variation (CV)	0.77855316
Kurtosis	-0.81608773
Mean	26.475511
Median Absolute Deviation (MAD)	16.3501
Skewness	0.32760852
Sum	7833600.6
Variance	424.87897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1205	1776	0.6%
0.1204	1772	0.6%
0.1206	1771	0.6%
0.1201	1716	0.6%
0.1208	1698	0.6%
0.1202	1664	0.6%
0.1209	1608	0.5%
0.1199	1538	0.5%
0.1198	1452	0.5%
0.121	1443	0.5%
Other values (6456)	279443	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0373	1	< 0.1%
0.0379	2	< 0.1%
0.0383	1	< 0.1%
0.0384	2	< 0.1%
0.0385	1	< 0.1%
0.0386	1	< 0.1%
0.0387	1	< 0.1%
0.0388	2	< 0.1%
0.039	1	< 0.1%
0.0392	1	< 0.1%

Value	Count	Frequency (%)
105.9214	1	< 0.1%
102.3503	1	< 0.1%
95.6897	1	< 0.1%
92.5828	2	< 0.1%
91.7066	1	< 0.1%
90.6767	4	< 0.1%
89.8357	5	< 0.1%
88.8467	3	< 0.1%
88.0388	13	< 0.1%
87.0883	8	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6208
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.603242

Minimum	0.0309
Maximum	98.1088
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0309
5-th percentile	0.1084
Q1	11.3149
median	29.693
Q3	45.2361
95-th percentile	66.8349
Maximum	98.1088
Range	98.0779
Interquartile range (IQR)	33.9212

Descriptive statistics

Standard deviation	21.798691
Coefficient of variation (CV)	0.7363616
Kurtosis	-0.83216787
Mean	29.603242
Median Absolute Deviation (MAD)	16.0214
Skewness	0.17271482
Sum	8759037
Variance	475.18293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1093	2799	0.9%
0.1094	2750	0.9%
0.1092	2699	0.9%
0.109	2630	0.9%
0.1089	2506	0.8%
0.1088	2288	0.8%
0.1096	2242	0.8%
0.1086	2097	0.7%
0.1085	1835	0.6%
0.1097	1812	0.6%
Other values (6198)	272223	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0309	1	< 0.1%
0.0315	1	< 0.1%
0.0317	2	< 0.1%
0.0318	2	< 0.1%
0.0319	2	< 0.1%
0.032	2	< 0.1%
0.0321	1	< 0.1%
0.0323	1	< 0.1%
0.0324	3	< 0.1%
0.0325	5	< 0.1%

Value	Count	Frequency (%)
98.1088	1	< 0.1%
95.9797	1	< 0.1%
94.8564	1	< 0.1%
93.9401	2	< 0.1%
92.8633	15	< 0.1%
91.9845	15	< 0.1%
90.9514	21	< 0.1%
90.1079	37	< 0.1%
89.1159	37	< 0.1%
88.3056	71	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6330
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.392214

Minimum	0.0335
Maximum	97.1312
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0335
5-th percentile	0.108
Q1	10.3634
median	27.8791
Q3	42.0413
95-th percentile	59.235
Maximum	97.1312
Range	97.0977
Interquartile range (IQR)	31.6779

Descriptive statistics

Standard deviation	19.880485
Coefficient of variation (CV)	0.72577135
Kurtosis	-0.83278442
Mean	27.392214
Median Absolute Deviation (MAD)	14.8165
Skewness	0.1123428
Sum	8104835.8
Variance	395.23366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1094	1273	0.4%
0.1095	1262	0.4%
0.1093	1219	0.4%
0.1096	1185	0.4%
0.1098	1177	0.4%
0.1091	1174	0.4%
0.1099	1141	0.4%
41.2376	1106	0.4%
50.3466	1097	0.4%
0.1101	1094	0.4%
Other values (6320)	284153	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0335	1	< 0.1%
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.034	2	< 0.1%
0.0341	1	< 0.1%
0.0342	2	< 0.1%
0.0346	1	< 0.1%
0.0347	2	< 0.1%
0.0349	2	< 0.1%
0.0351	2	< 0.1%

Value	Count	Frequency (%)
97.1312	1	< 0.1%
92.1698	2	< 0.1%
91.1346	1	< 0.1%
90.2894	4	< 0.1%
89.2954	9	< 0.1%
88.4834	14	< 0.1%
87.5281	25	< 0.1%
86.7475	38	< 0.1%
85.8287	29	< 0.1%
85.0777	53	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6366
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.173082

Minimum	0.0334
Maximum	93.9967
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0334
5-th percentile	0.1018
Q1	8.5177
median	24.1951
Q3	38.9187
95-th percentile	58.9429
Maximum	93.9967
Range	93.9633
Interquartile range (IQR)	30.401

Descriptive statistics

Standard deviation	19.268826
Coefficient of variation (CV)	0.76545359
Kurtosis	-0.7594048
Mean	25.173082
Median Absolute Deviation (MAD)	14.886
Skewness	0.3016093
Sum	7448236.6
Variance	371.28764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1037	1244	0.4%
0.1035	1141	0.4%
0.104	1139	0.4%
0.1042	1131	0.4%
0.1038	1118	0.4%
0.1039	1106	0.4%
0.1034	1102	0.4%
0.1043	1098	0.4%
0.1044	1096	0.4%
0.1032	1093	0.4%
Other values (6356)	284613	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0334	1	< 0.1%
0.0339	1	< 0.1%
0.0341	1	< 0.1%
0.0343	1	< 0.1%
0.0352	2	< 0.1%
0.0353	1	< 0.1%
0.0355	1	< 0.1%
0.0356	2	< 0.1%
0.0357	2	< 0.1%
0.0358	1	< 0.1%

Value	Count	Frequency (%)
93.9967	1	< 0.1%
86.5605	1	< 0.1%
84.1371	1	< 0.1%
83.2626	2	< 0.1%
82.5474	2	< 0.1%
81.7051	5	< 0.1%
81.016	7	< 0.1%
80.2041	19	< 0.1%
79.5397	18	< 0.1%
78.7567	37	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6195
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.150379

Minimum	0.0322
Maximum	95.4717
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0322
5-th percentile	0.1072
Q1	10.2841
median	28.8391
Q3	46.7759
95-th percentile	70.6179
Maximum	95.4717
Range	95.4395
Interquartile range (IQR)	36.4918

Descriptive statistics

Standard deviation	22.995919
Coefficient of variation (CV)	0.76270744
Kurtosis	-0.92719631
Mean	30.150379
Median Absolute Deviation (MAD)	18.1711
Skewness	0.25045789
Sum	8920924.3
Variance	528.81227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.108	2507	0.8%
0.1082	2490	0.8%
0.1083	2384	0.8%
0.1079	2274	0.8%
0.1084	2146	0.7%
0.1078	2112	0.7%
0.1086	2072	0.7%
0.1077	2065	0.7%
0.1087	2025	0.7%
0.1075	1953	0.7%
Other values (6185)	273853	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0322	1	< 0.1%
0.0326	1	< 0.1%
0.0327	2	< 0.1%
0.0328	1	< 0.1%
0.033	5	< 0.1%
0.0332	1	< 0.1%
0.0333	5	< 0.1%
0.0334	4	< 0.1%
0.0335	4	< 0.1%
0.0336	7	< 0.1%

Value	Count	Frequency (%)
95.4717	1	< 0.1%
93.4235	1	< 0.1%
92.521	1	< 0.1%
91.4606	9	< 0.1%
90.595	2	< 0.1%
89.5776	7	< 0.1%
88.7468	3	< 0.1%
87.7697	10	< 0.1%
86.9716	15	< 0.1%
86.0327	42	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	57.71	25.74	243.7841	0.1996	0.7838	0.7539	1.4077	14.9552	24.0186	12.8556	21.3346	45.2505	39.0446	45.3583	54.6684	43.3060	40.0160	55.5538
1	0.308	57.71	25.74	242.0450	0.1992	0.7422	0.7296	1.3184	14.4198	22.7065	11.6865	19.7858	46.2986	37.4553	45.3583	53.6275	42.2283	39.0811	53.4763
2	0.618	57.71	25.74	241.6304	0.2000	0.7075	0.7088	1.2378	13.2228	20.7661	10.6082	18.2338	44.7437	37.8010	44.6321	49.3620	42.2283	39.8120	55.2289
3	0.925	57.71	25.74	241.2198	0.2000	0.6769	0.6897	1.1704	12.4455	19.4335	9.6852	17.1072	45.4846	36.7821	43.9691	48.8064	42.4548	39.0811	54.5271
4	1.234	57.71	25.74	240.8282	0.2000	0.6498	0.6732	1.1119	11.8099	17.8603	8.7965	15.7578	43.0331	39.0446	44.1742	49.9301	42.2283	38.9187	53.8426
5	1.540	57.71	25.74	240.8939	0.2000	0.6266	0.6568	1.0597	10.9006	16.5431	8.1216	14.4110	42.1236	36.4543	44.6321	52.9744	42.8763	37.8786	52.8174
6	1.850	57.71	25.74	240.9605	0.2000	0.6047	0.6430	1.0136	10.2568	15.0176	7.3525	13.1911	47.0913	36.1321	42.0161	48.0198	41.0236	38.0327	53.4763
7	2.157	57.71	25.74	241.0264	0.1998	0.5857	0.6298	0.9742	9.6383	14.0302	6.8308	12.0981	41.9221	36.6026	43.0884	52.0519	41.4176	37.3636	52.5231
8	2.467	57.71	25.74	241.0172	0.2000	0.5682	0.6184	0.9376	8.9201	12.7733	6.2287	11.2095	45.2505	35.0332	41.8301	48.2630	40.8469	38.3760	53.4763
9	2.775	57.71	25.74	240.9889	0.2000	0.5522	0.6073	0.9059	8.3796	12.0746	5.7436	10.1758	43.7627	36.7821	43.2855	52.0519	39.8842	37.2148	51.8869

	Time (s)	Humidity (%r.h.)	Temperature (C)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295871	90907.351	62.06	25.1	0.8990	0.0930	0.1495	0.1268	0.1079	0.1244	0.1298	0.1335	0.1118	0.1000	0.1239	0.1117	0.1160	0.1100	0.1110
295872	90907.660	62.06	25.1	0.8982	0.0940	0.1507	0.1281	0.1085	0.1255	0.1304	0.1344	0.1118	0.1001	0.1239	0.1115	0.1160	0.1102	0.1110
295873	90907.969	62.06	25.1	0.8980	0.0950	0.1515	0.1292	0.1093	0.1265	0.1310	0.1354	0.1118	0.1001	0.1239	0.1113	0.1159	0.1100	0.1110
295874	90908.279	62.06	25.1	0.8980	0.0957	0.1523	0.1303	0.1097	0.1275	0.1316	0.1362	0.1119	0.1001	0.1238	0.1113	0.1158	0.1102	0.1110
295875	90908.589	62.06	25.1	0.8982	0.0965	0.1531	0.1312	0.1103	0.0581	0.0730	0.1131	0.1119	0.1001	0.1238	0.1113	0.0623	0.1110	0.1200
295876	90908.896	62.06	25.1	0.8981	0.2018	0.5607	0.8668	0.6331	0.9859	1.1367	1.6256	1.0065	1.0946	1.4849	2.6780	4.4780	6.0728	7.6403
295877	90909.204	62.06	25.1	0.2119	2.1497	5.1727	7.9969	5.4928	7.9933	8.9320	11.9270	23.7481	21.1688	23.8594	33.2957	38.4578	37.0376	45.7715
295878	90909.514	62.06	25.1	0.2077	11.7504	23.8667	33.7225	19.7813	31.1327	33.3141	41.1262	66.6625	55.6241	60.1967	60.7607	64.0377	58.9429	71.7899
295879	90909.822	62.06	25.1	0.2040	34.9088	52.4949	64.1416	33.6400	59.1755	62.4119	69.6844	73.9623	65.1843	70.3356	77.4430	73.7047	61.9316	74.9537
295880	90910.130	62.06	25.1	0.2024	56.5763	73.7788	83.0507	41.1669	79.5571	78.4368	78.4332	74.5800	68.3795	73.3343	79.4770	73.7047	61.5319	73.6785

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample